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PyTorch integration for the OpenDP Library

Project description

OpenDP-PyTorch

Project Status: WIP – Initial development is in progress, but there has not yet been a stable, usable release suitable for the public. License: MIT Python ci tests

OpenDP-PyTorch is an extension to the OpenDP library for differentially private training of pytorch neural networks.

OpenDP-PyTorch is part of the larger OpenDP Project, a community effort to build trustworthy, open source software tools for analysis of private data.

Status

OpenDP-PyTorch is under development, and we expect to release new versions frequently, incorporating feedback and code contributions from the OpenDP Community. This library is not ready to build privacy-sensitive applications.

OpenDP, like all real-world software, has both known and unknown issues. If you intend to use OpenDP for a privacy-critical application, you should evaluate the impact of these issues on your use case.

More details can be found in the Limitations section of the User Guide.

Installation

The easiest way to install OpenDP-PyTorch is using pip (the package installer for Python):

$ pip install opendp-pytorch

More information can be found in the Getting Started section of the User Guide.

Documentation

Documentation is not yet available for the PyTorch extension.

Getting Help

If you're having problems using OpenDP, or want to submit feedback, please reach out! Here are some ways to contact us:

Contributing

OpenDP is a community effort, and we welcome your contributions to its development! If you'd like to participate, please see the Contributing section of the Developer Guide

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